Dataset statistics
| Number of variables | 26 |
|---|---|
| Number of observations | 843 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 171.4 KiB |
| Average record size in memory | 208.2 B |
Variable types
| Text | 1 |
|---|---|
| Categorical | 8 |
| DateTime | 2 |
| Numeric | 15 |
size_optimised has constant value "" | Constant |
length is highly overall correlated with date and 13 other fields | High correlation |
mean_intensity_calculated is highly overall correlated with defect_type and 10 other fields | High correlation |
size_calculated is highly overall correlated with date and 13 other fields | High correlation |
porosity_calculated is highly overall correlated with thickness_calculated and 1 other fields | High correlation |
length_calculated is highly overall correlated with defect_type and 8 other fields | High correlation |
width_calculated is highly overall correlated with defect_type and 12 other fields | High correlation |
thickness_calculated is highly overall correlated with date and 13 other fields | High correlation |
threshold_optimised is highly overall correlated with date and 12 other fields | High correlation |
area is highly overall correlated with date and 14 other fields | High correlation |
area_calculated is highly overall correlated with date and 14 other fields | High correlation |
length_width_ratio is highly overall correlated with date and 13 other fields | High correlation |
length_width_ratio_calculated is highly overall correlated with length_calculated and 1 other fields | High correlation |
size_length_width_ratio is highly overall correlated with date and 15 other fields | High correlation |
size_length_width_ratio_calculated is highly overall correlated with porosity_calculated and 2 other fields | High correlation |
defect_type is highly overall correlated with thickness and 2 other fields | High correlation |
detection_mode is highly overall correlated with date and 3 other fields | High correlation |
width is highly overall correlated with thickness and 2 other fields | High correlation |
thickness is highly overall correlated with defect_type and 2 other fields | High correlation |
defect_family is highly overall correlated with thickness and 2 other fields | High correlation |
date is highly overall correlated with defect_type and 13 other fields | High correlation |
product is highly overall correlated with date and 2 other fields | High correlation |
thickness is highly imbalanced (50.0%) | Imbalance |
file_name has unique values | Unique |
mean_intensity_calculated has unique values | Unique |
thickness_calculated has unique values | Unique |
Reproduction
| Analysis started | 2023-06-14 20:51:11.248982 |
|---|---|
| Analysis finished | 2023-06-14 20:51:40.499531 |
| Duration | 29.25 seconds |
| Software version | ydata-profiling vv4.2.0 |
| Download configuration | config.json |
file_name
Text
| Distinct | 843 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
Length
| Max length | 35 |
|---|---|
| Median length | 35 |
| Mean length | 35 |
| Min length | 35 |
Characters and Unicode
| Total characters | 29505 |
|---|---|
| Distinct characters | 14 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 843 ? |
|---|---|
| Unique (%) | 100.0% |
Sample
| 1st row | ok112009_2023-01-05-08-09-58-376137 |
|---|---|
| 2nd row | ok112009_2023-01-05-08-10-54-621560 |
| 3rd row | ok112009_2023-01-05-08-11-33-694801 |
| 4th row | ok112009_2023-01-05-08-12-12-745345 |
| 5th row | ok112009_2023-01-05-08-12-53-064465 |
| Value | Count | Frequency (%) |
| ok112009_2023-01-05-08-09-58-376137 | 1 | 0.1% |
| ok112009_2023-01-20-08-32-55-653021 | 1 | 0.1% |
| ok112009_2023-01-05-09-28-45-831791 | 1 | 0.1% |
| ok112009_2023-01-05-08-27-48-085077 | 1 | 0.1% |
| ok112009_2023-01-05-08-11-33-694801 | 1 | 0.1% |
| ok112009_2023-01-05-08-12-12-745345 | 1 | 0.1% |
| ok112009_2023-01-05-08-12-53-064465 | 1 | 0.1% |
| ok112009_2023-01-05-08-13-23-744552 | 1 | 0.1% |
| ok112009_2023-01-05-08-14-07-130031 | 1 | 0.1% |
| ok112009_2023-01-05-08-14-47-436262 | 1 | 0.1% |
| Other values (833) | 833 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 5082 | |
| - | 4571 | |
| 2 | 4558 | |
| 1 | 3866 | |
| 3 | 2630 | |
| 9 | 1433 | 4.9% |
| _ | 1330 | 4.5% |
| 4 | 997 | 3.4% |
| 5 | 952 | 3.2% |
| 8 | 916 | 3.1% |
| Other values (4) | 3170 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 21918 | |
| Dash Punctuation | 4571 | 15.5% |
| Lowercase Letter | 1686 | 5.7% |
| Connector Punctuation | 1330 | 4.5% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 5082 | |
| 2 | 4558 | |
| 1 | 3866 | |
| 3 | 2630 | |
| 9 | 1433 | 6.5% |
| 4 | 997 | 4.5% |
| 5 | 952 | 4.3% |
| 8 | 916 | 4.2% |
| 6 | 755 | 3.4% |
| 7 | 729 | 3.3% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 843 | |
| k | 843 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 4571 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 1330 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 27819 | |
| Latin | 1686 | 5.7% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 5082 | |
| - | 4571 | |
| 2 | 4558 | |
| 1 | 3866 | |
| 3 | 2630 | |
| 9 | 1433 | 5.2% |
| _ | 1330 | 4.8% |
| 4 | 997 | 3.6% |
| 5 | 952 | 3.4% |
| 8 | 916 | 3.3% |
| Other values (2) | 1484 | 5.3% |
Latin
| Value | Count | Frequency (%) |
| o | 843 | |
| k | 843 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 29505 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 5082 | |
| - | 4571 | |
| 2 | 4558 | |
| 1 | 3866 | |
| 3 | 2630 | |
| 9 | 1433 | 4.9% |
| _ | 1330 | 4.5% |
| 4 | 997 | 3.4% |
| 5 | 952 | 3.2% |
| 8 | 916 | 3.1% |
| Other values (4) | 3170 |
scanner_id
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| ok112009 | |
|---|---|
| ok112013 |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 6744 |
|---|---|
| Distinct characters | 7 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | ok112009 |
|---|---|
| 2nd row | ok112009 |
| 3rd row | ok112009 |
| 4th row | ok112009 |
| 5th row | ok112009 |
Common Values
| Value | Count | Frequency (%) |
| ok112009 | 527 | |
| ok112013 | 316 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ok112009 | 527 | |
| ok112013 | 316 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 2002 | |
| 0 | 1370 | |
| o | 843 | |
| k | 843 | |
| 2 | 843 | |
| 9 | 527 | 7.8% |
| 3 | 316 | 4.7% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 5058 | |
| Lowercase Letter | 1686 | 25.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 2002 | |
| 0 | 1370 | |
| 2 | 843 | |
| 9 | 527 | 10.4% |
| 3 | 316 | 6.2% |
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 843 | |
| k | 843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 5058 | |
| Latin | 1686 | 25.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 1 | 2002 | |
| 0 | 1370 | |
| 2 | 843 | |
| 9 | 527 | 10.4% |
| 3 | 316 | 6.2% |
Latin
| Value | Count | Frequency (%) |
| o | 843 | |
| k | 843 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6744 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 2002 | |
| 0 | 1370 | |
| o | 843 | |
| k | 843 | |
| 2 | 843 | |
| 9 | 527 | 7.8% |
| 3 | 316 | 4.7% |
date
Date
| Distinct | 17 |
|---|---|
| Distinct (%) | 2.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| Minimum | 2023-01-05 00:00:00 |
|---|---|
| Maximum | 2023-03-24 00:00:00 |
Histogram with fixed size bins (bins=17)
time
Date
| Distinct | 806 |
|---|---|
| Distinct (%) | 95.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| Minimum | 2023-06-14 07:53:40 |
|---|---|
| Maximum | 2023-06-14 15:37:06 |
Histogram with fixed size bins (bins=50)
defect_type
Categorical
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| CG | |
|---|---|
| MeltGros | |
| Melt | |
| CGGros |
Length
| Max length | 8 |
|---|---|
| Median length | 2 |
| Mean length | 3.8291815 |
| Min length | 2 |
Characters and Unicode
| Total characters | 3228 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CG |
|---|---|
| 2nd row | CG |
| 3rd row | CG |
| 4th row | CG |
| 5th row | CG |
Common Values
| Value | Count | Frequency (%) |
| CG | 459 | |
| MeltGros | 135 | 16.0% |
| Melt | 132 | 15.7% |
| CGGros | 117 | 13.9% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cg | 459 | |
| meltgros | 135 | 16.0% |
| melt | 132 | 15.7% |
| cggros | 117 | 13.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| G | 828 | |
| C | 576 | |
| M | 267 | 8.3% |
| e | 267 | 8.3% |
| l | 267 | 8.3% |
| t | 267 | 8.3% |
| r | 252 | 7.8% |
| o | 252 | 7.8% |
| s | 252 | 7.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 1671 | |
| Lowercase Letter | 1557 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 267 | |
| l | 267 | |
| t | 267 | |
| r | 252 | |
| o | 252 | |
| s | 252 |
Uppercase Letter
| Value | Count | Frequency (%) |
| G | 828 | |
| C | 576 | |
| M | 267 | 16.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3228 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| G | 828 | |
| C | 576 | |
| M | 267 | 8.3% |
| e | 267 | 8.3% |
| l | 267 | 8.3% |
| t | 267 | 8.3% |
| r | 252 | 7.8% |
| o | 252 | 7.8% |
| s | 252 | 7.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3228 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| G | 828 | |
| C | 576 | |
| M | 267 | 8.3% |
| e | 267 | 8.3% |
| l | 267 | 8.3% |
| t | 267 | 8.3% |
| r | 252 | 7.8% |
| o | 252 | 7.8% |
| s | 252 | 7.8% |
product
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| Ekla20 | |
|---|---|
| Pacific12 | |
| Arctic15 |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 7.1874259 |
| Min length | 6 |
Characters and Unicode
| Total characters | 6059 |
|---|---|
| Distinct characters | 15 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Ekla20 |
|---|---|
| 2nd row | Ekla20 |
| 3rd row | Ekla20 |
| 4th row | Ekla20 |
| 5th row | Ekla20 |
Common Values
| Value | Count | Frequency (%) |
| Ekla20 | 468 | |
| Pacific12 | 251 | |
| Arctic15 | 124 | 14.7% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| ekla20 | 468 | |
| pacific12 | 251 | |
| arctic15 | 124 | 14.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| c | 750 | |
| a | 719 | |
| 2 | 719 | |
| i | 626 | |
| E | 468 | |
| k | 468 | |
| l | 468 | |
| 0 | 468 | |
| 1 | 375 | |
| P | 251 | 4.1% |
| Other values (5) | 747 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3530 | |
| Decimal Number | 1686 | |
| Uppercase Letter | 843 | 13.9% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| c | 750 | |
| a | 719 | |
| i | 626 | |
| k | 468 | |
| l | 468 | |
| f | 251 | 7.1% |
| r | 124 | 3.5% |
| t | 124 | 3.5% |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 719 | |
| 0 | 468 | |
| 1 | 375 | |
| 5 | 124 | 7.4% |
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 468 | |
| P | 251 | |
| A | 124 | 14.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 4373 | |
| Common | 1686 | 27.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| c | 750 | |
| a | 719 | |
| i | 626 | |
| E | 468 | |
| k | 468 | |
| l | 468 | |
| P | 251 | 5.7% |
| f | 251 | 5.7% |
| A | 124 | 2.8% |
| r | 124 | 2.8% |
Common
| Value | Count | Frequency (%) |
| 2 | 719 | |
| 0 | 468 | |
| 1 | 375 | |
| 5 | 124 | 7.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 6059 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| c | 750 | |
| a | 719 | |
| 2 | 719 | |
| i | 626 | |
| E | 468 | |
| k | 468 | |
| l | 468 | |
| 0 | 468 | |
| 1 | 375 | |
| P | 251 | 4.1% |
| Other values (5) | 747 |
detection_mode
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| manual | |
|---|---|
| automatic |
Length
| Max length | 9 |
|---|---|
| Median length | 6 |
| Mean length | 6.3950178 |
| Min length | 6 |
Characters and Unicode
| Total characters | 5391 |
|---|---|
| Distinct characters | 9 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | manual |
|---|---|
| 2nd row | manual |
| 3rd row | manual |
| 4th row | manual |
| 5th row | manual |
Common Values
| Value | Count | Frequency (%) |
| manual | 732 | |
| automatic | 111 | 13.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| manual | 732 | |
| automatic | 111 | 13.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 1686 | |
| m | 843 | |
| u | 843 | |
| n | 732 | |
| l | 732 | |
| t | 222 | 4.1% |
| o | 111 | 2.1% |
| i | 111 | 2.1% |
| c | 111 | 2.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5391 |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 1686 | |
| m | 843 | |
| u | 843 | |
| n | 732 | |
| l | 732 | |
| t | 222 | 4.1% |
| o | 111 | 2.1% |
| i | 111 | 2.1% |
| c | 111 | 2.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 5391 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 1686 | |
| m | 843 | |
| u | 843 | |
| n | 732 | |
| l | 732 | |
| t | 222 | 4.1% |
| o | 111 | 2.1% |
| i | 111 | 2.1% |
| c | 111 | 2.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 5391 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 1686 | |
| m | 843 | |
| u | 843 | |
| n | 732 | |
| l | 732 | |
| t | 222 | 4.1% |
| o | 111 | 2.1% |
| i | 111 | 2.1% |
| c | 111 | 2.1% |
length
Real number (ℝ)
| Distinct | 6 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.0326216 |
| Minimum | 2 |
|---|---|
| Maximum | 6 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 2 |
| median | 2.5 |
| Q3 | 3.5 |
| 95-th percentile | 6 |
| Maximum | 6 |
| Range | 4 |
| Interquartile range (IQR) | 1.5 |
Descriptive statistics
| Standard deviation | 1.3831583 |
|---|---|
| Coefficient of variation (CV) | 0.45609328 |
| Kurtosis | 0.36860792 |
| Mean | 3.0326216 |
| Median Absolute Deviation (MAD) | 0.5 |
| Skewness | 1.293966 |
| Sum | 2556.5 |
| Variance | 1.913127 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=6)
| Value | Count | Frequency (%) |
| 2 | 419 | |
| 3.5 | 135 | 16.0% |
| 3 | 128 | 15.2% |
| 6 | 127 | 15.1% |
| 2.5 | 24 | 2.8% |
| 4 | 10 | 1.2% |
| Value | Count | Frequency (%) |
| 2 | 419 | |
| 2.5 | 24 | 2.8% |
| 3 | 128 | 15.2% |
| 3.5 | 135 | 16.0% |
| 4 | 10 | 1.2% |
| 6 | 127 | 15.1% |
| Value | Count | Frequency (%) |
| 6 | 127 | 15.1% |
| 4 | 10 | 1.2% |
| 3.5 | 135 | 16.0% |
| 3 | 128 | 15.2% |
| 2.5 | 24 | 2.8% |
| 2 | 419 |
width
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| 2.0 | |
|---|---|
| 3.0 | |
| 5.5 | |
| 2.5 | |
| 3.5 | 10 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2529 |
|---|---|
| Distinct characters | 5 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2.5 |
|---|---|
| 2nd row | 2.5 |
| 3rd row | 2.5 |
| 4th row | 2.5 |
| 5th row | 2.5 |
Common Values
| Value | Count | Frequency (%) |
| 2.0 | 428 | |
| 3.0 | 198 | |
| 5.5 | 137 | 16.3% |
| 2.5 | 70 | 8.3% |
| 3.5 | 10 | 1.2% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2.0 | 428 | |
| 3.0 | 198 | |
| 5.5 | 137 | 16.3% |
| 2.5 | 70 | 8.3% |
| 3.5 | 10 | 1.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 843 | |
| 0 | 626 | |
| 2 | 498 | |
| 5 | 354 | |
| 3 | 208 | 8.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1686 | |
| Other Punctuation | 843 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 626 | |
| 2 | 498 | |
| 5 | 354 | |
| 3 | 208 | 12.3% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2529 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 843 | |
| 0 | 626 | |
| 2 | 498 | |
| 5 | 354 | |
| 3 | 208 | 8.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2529 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 843 | |
| 0 | 626 | |
| 2 | 498 | |
| 5 | 354 | |
| 3 | 208 | 8.2% |
thickness
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| 1.0 | |
|---|---|
| 1.4 | |
| 1.5 | 55 |
| 0.9 | 20 |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2529 |
|---|---|
| Distinct characters | 6 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1.0 |
|---|---|
| 2nd row | 1.0 |
| 3rd row | 1.0 |
| 4th row | 1.0 |
| 5th row | 1.0 |
Common Values
| Value | Count | Frequency (%) |
| 1.0 | 673 | |
| 1.4 | 95 | 11.3% |
| 1.5 | 55 | 6.5% |
| 0.9 | 20 | 2.4% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1.0 | 673 | |
| 1.4 | 95 | 11.3% |
| 1.5 | 55 | 6.5% |
| 0.9 | 20 | 2.4% |
Most occurring characters
| Value | Count | Frequency (%) |
| . | 843 | |
| 1 | 823 | |
| 0 | 693 | |
| 4 | 95 | 3.8% |
| 5 | 55 | 2.2% |
| 9 | 20 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1686 | |
| Other Punctuation | 843 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 823 | |
| 0 | 693 | |
| 4 | 95 | 5.6% |
| 5 | 55 | 3.3% |
| 9 | 20 | 1.2% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2529 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| . | 843 | |
| 1 | 823 | |
| 0 | 693 | |
| 4 | 95 | 3.8% |
| 5 | 55 | 2.2% |
| 9 | 20 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2529 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| . | 843 | |
| 1 | 823 | |
| 0 | 693 | |
| 4 | 95 | 3.8% |
| 5 | 55 | 2.2% |
| 9 | 20 | 0.8% |
mean_intensity_calculated
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 843 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.17703545 |
| Minimum | 0.11716446 |
|---|---|
| Maximum | 0.23968609 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0.11716446 |
|---|---|
| 5-th percentile | 0.13795603 |
| Q1 | 0.16414995 |
| median | 0.17830998 |
| Q3 | 0.19208847 |
| 95-th percentile | 0.21221202 |
| Maximum | 0.23968609 |
| Range | 0.12252163 |
| Interquartile range (IQR) | 0.027938515 |
Descriptive statistics
| Standard deviation | 0.022077451 |
|---|---|
| Coefficient of variation (CV) | 0.12470639 |
| Kurtosis | -0.27021201 |
| Mean | 0.17703545 |
| Median Absolute Deviation (MAD) | 0.013931513 |
| Skewness | -0.20670681 |
| Sum | 149.24088 |
| Variance | 0.00048741384 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1974007934 | 1 | 0.1% |
| 0.1674735844 | 1 | 0.1% |
| 0.1856275797 | 1 | 0.1% |
| 0.1601466835 | 1 | 0.1% |
| 0.1786067635 | 1 | 0.1% |
| 0.1800111979 | 1 | 0.1% |
| 0.1861017197 | 1 | 0.1% |
| 0.1746126562 | 1 | 0.1% |
| 0.1707176268 | 1 | 0.1% |
| 0.1935824603 | 1 | 0.1% |
| Other values (833) | 833 |
| Value | Count | Frequency (%) |
| 0.1171644554 | 1 | |
| 0.1203410178 | 1 | |
| 0.1246931031 | 1 | |
| 0.1254417747 | 1 | |
| 0.1263875663 | 1 | |
| 0.1264971793 | 1 | |
| 0.1267471761 | 1 | |
| 0.1270685345 | 1 | |
| 0.1279088855 | 1 | |
| 0.1280268133 | 1 |
| Value | Count | Frequency (%) |
| 0.2396860868 | 1 | |
| 0.2360898554 | 1 | |
| 0.2348875254 | 1 | |
| 0.2334230691 | 1 | |
| 0.2315942049 | 1 | |
| 0.2251617759 | 1 | |
| 0.2238425612 | 1 | |
| 0.2236688584 | 1 | |
| 0.2234222293 | 1 | |
| 0.2230705768 | 1 |
size_calculated
Real number (ℝ)
| Distinct | 379 |
|---|---|
| Distinct (%) | 45.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 359.69988 |
| Minimum | 150 |
|---|---|
| Maximum | 904 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 150 |
|---|---|
| 5-th percentile | 196 |
| Q1 | 248 |
| median | 307 |
| Q3 | 401 |
| 95-th percentile | 769.8 |
| Maximum | 904 |
| Range | 754 |
| Interquartile range (IQR) | 153 |
Descriptive statistics
| Standard deviation | 163.82695 |
|---|---|
| Coefficient of variation (CV) | 0.45545456 |
| Kurtosis | 1.4509682 |
| Mean | 359.69988 |
| Median Absolute Deviation (MAD) | 69 |
| Skewness | 1.4927545 |
| Sum | 303227 |
| Variance | 26839.27 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 281 | 9 | 1.1% |
| 247 | 8 | 0.9% |
| 271 | 8 | 0.9% |
| 280 | 8 | 0.9% |
| 231 | 8 | 0.9% |
| 228 | 7 | 0.8% |
| 224 | 7 | 0.8% |
| 336 | 7 | 0.8% |
| 255 | 7 | 0.8% |
| 208 | 7 | 0.8% |
| Other values (369) | 767 |
| Value | Count | Frequency (%) |
| 150 | 1 | |
| 151 | 1 | |
| 157 | 1 | |
| 163 | 1 | |
| 167 | 1 | |
| 169 | 1 | |
| 172 | 1 | |
| 174 | 1 | |
| 176 | 1 | |
| 178 | 2 |
| Value | Count | Frequency (%) |
| 904 | 1 | |
| 889 | 1 | |
| 848 | 1 | |
| 847 | 1 | |
| 841 | 1 | |
| 835 | 1 | |
| 834 | 1 | |
| 832 | 2 | |
| 829 | 1 | |
| 826 | 1 |
porosity_calculated
Real number (ℝ)
| Distinct | 799 |
|---|---|
| Distinct (%) | 94.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.18502115 |
| Minimum | 0.054187192 |
|---|---|
| Maximum | 0.36995153 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0.054187192 |
|---|---|
| 5-th percentile | 0.10288818 |
| Q1 | 0.14204348 |
| median | 0.17910448 |
| Q3 | 0.22085873 |
| 95-th percentile | 0.28818432 |
| Maximum | 0.36995153 |
| Range | 0.31576434 |
| Interquartile range (IQR) | 0.078815245 |
Descriptive statistics
| Standard deviation | 0.056853469 |
|---|---|
| Coefficient of variation (CV) | 0.30728092 |
| Kurtosis | 0.022081045 |
| Mean | 0.18502115 |
| Median Absolute Deviation (MAD) | 0.0387536 |
| Skewness | 0.52758466 |
| Sum | 155.97283 |
| Variance | 0.003232317 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.1666666667 | 6 | 0.7% |
| 0.2322946176 | 3 | 0.4% |
| 0.1111111111 | 3 | 0.4% |
| 0.1739130435 | 3 | 0.4% |
| 0.1346153846 | 3 | 0.4% |
| 0.1515151515 | 3 | 0.4% |
| 0.2307692308 | 3 | 0.4% |
| 0.1607717042 | 2 | 0.2% |
| 0.1275720165 | 2 | 0.2% |
| 0.1450381679 | 2 | 0.2% |
| Other values (789) | 813 |
| Value | Count | Frequency (%) |
| 0.05418719212 | 1 | |
| 0.06329113924 | 1 | |
| 0.06382978723 | 1 | |
| 0.07266009852 | 1 | |
| 0.07522123894 | 1 | |
| 0.07602339181 | 1 | |
| 0.07835820896 | 1 | |
| 0.07971014493 | 1 | |
| 0.08016032064 | 1 | |
| 0.08148148148 | 1 |
| Value | Count | Frequency (%) |
| 0.3699515347 | 1 | |
| 0.3621621622 | 1 | |
| 0.3608490566 | 1 | |
| 0.358490566 | 1 | |
| 0.3573369565 | 1 | |
| 0.3558648111 | 1 | |
| 0.3426666667 | 1 | |
| 0.3347639485 | 1 | |
| 0.3313953488 | 1 | |
| 0.3311258278 | 1 |
length_calculated
Real number (ℝ)
| Distinct | 30 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18.984579 |
| Minimum | 8 |
|---|---|
| Maximum | 37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 8 |
|---|---|
| 5-th percentile | 13 |
| Q1 | 15 |
| median | 18 |
| Q3 | 22 |
| 95-th percentile | 29 |
| Maximum | 37 |
| Range | 29 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 5.0252096 |
|---|---|
| Coefficient of variation (CV) | 0.26469955 |
| Kurtosis | 0.86529447 |
| Mean | 18.984579 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.97555425 |
| Sum | 16004 |
| Variance | 25.252731 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=30)
| Value | Count | Frequency (%) |
| 18 | 90 | |
| 17 | 83 | 9.8% |
| 16 | 82 | 9.7% |
| 15 | 78 | 9.3% |
| 14 | 74 | 8.8% |
| 19 | 65 | 7.7% |
| 20 | 45 | 5.3% |
| 22 | 42 | 5.0% |
| 21 | 37 | 4.4% |
| 24 | 33 | 3.9% |
| Other values (20) | 214 |
| Value | Count | Frequency (%) |
| 8 | 1 | 0.1% |
| 9 | 4 | 0.5% |
| 10 | 2 | 0.2% |
| 11 | 11 | 1.3% |
| 12 | 17 | 2.0% |
| 13 | 32 | 3.8% |
| 14 | 74 | |
| 15 | 78 | |
| 16 | 82 | |
| 17 | 83 |
| Value | Count | Frequency (%) |
| 37 | 2 | 0.2% |
| 36 | 2 | 0.2% |
| 35 | 3 | 0.4% |
| 34 | 3 | 0.4% |
| 33 | 7 | 0.8% |
| 32 | 6 | 0.7% |
| 31 | 8 | |
| 30 | 9 | |
| 29 | 5 | 0.6% |
| 28 | 19 |
width_calculated
Real number (ℝ)
| Distinct | 39 |
|---|---|
| Distinct (%) | 4.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.946619 |
| Minimum | 12 |
|---|---|
| Maximum | 54 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 12 |
|---|---|
| 5-th percentile | 21 |
| Q1 | 26 |
| median | 28 |
| Q3 | 33 |
| 95-th percentile | 44 |
| Maximum | 54 |
| Range | 42 |
| Interquartile range (IQR) | 7 |
Descriptive statistics
| Standard deviation | 6.7509653 |
|---|---|
| Coefficient of variation (CV) | 0.2254333 |
| Kurtosis | 0.47814069 |
| Mean | 29.946619 |
| Median Absolute Deviation (MAD) | 3 |
| Skewness | 0.90559747 |
| Sum | 25245 |
| Variance | 45.575532 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=39)
| Value | Count | Frequency (%) |
| 28 | 84 | 10.0% |
| 27 | 80 | 9.5% |
| 29 | 72 | 8.5% |
| 26 | 65 | 7.7% |
| 30 | 51 | 6.0% |
| 25 | 47 | 5.6% |
| 31 | 44 | 5.2% |
| 24 | 39 | 4.6% |
| 23 | 37 | 4.4% |
| 32 | 34 | 4.0% |
| Other values (29) | 290 |
| Value | Count | Frequency (%) |
| 12 | 1 | 0.1% |
| 15 | 1 | 0.1% |
| 16 | 1 | 0.1% |
| 17 | 3 | 0.4% |
| 18 | 2 | 0.2% |
| 19 | 8 | 0.9% |
| 20 | 9 | 1.1% |
| 21 | 21 | |
| 22 | 32 | |
| 23 | 37 |
| Value | Count | Frequency (%) |
| 54 | 1 | 0.1% |
| 52 | 1 | 0.1% |
| 51 | 2 | 0.2% |
| 49 | 1 | 0.1% |
| 48 | 6 | 0.7% |
| 47 | 7 | |
| 46 | 5 | 0.6% |
| 45 | 9 | |
| 44 | 16 | |
| 43 | 14 |
thickness_calculated
Real number (ℝ)
HIGH CORRELATION UNIQUE
| Distinct | 843 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15.04 |
| Minimum | 11.291065 |
|---|---|
| Maximum | 20.03643 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 11.291065 |
|---|---|
| 5-th percentile | 12.773178 |
| Q1 | 13.902029 |
| median | 14.876008 |
| Q3 | 15.98179 |
| 95-th percentile | 18.133132 |
| Maximum | 20.03643 |
| Range | 8.7453651 |
| Interquartile range (IQR) | 2.079761 |
Descriptive statistics
| Standard deviation | 1.5684288 |
|---|---|
| Coefficient of variation (CV) | 0.10428382 |
| Kurtosis | 0.20846544 |
| Mean | 15.04 |
| Median Absolute Deviation (MAD) | 1.01861 |
| Skewness | 0.58920287 |
| Sum | 12678.72 |
| Variance | 2.4599688 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 13.89814258 | 1 | 0.1% |
| 15.49946308 | 1 | 0.1% |
| 14.39633369 | 1 | 0.1% |
| 15.98555326 | 1 | 0.1% |
| 14.92031336 | 1 | 0.1% |
| 14.91174698 | 1 | 0.1% |
| 14.60608602 | 1 | 0.1% |
| 15.22045732 | 1 | 0.1% |
| 15.34414649 | 1 | 0.1% |
| 13.89115572 | 1 | 0.1% |
| Other values (833) | 833 |
| Value | Count | Frequency (%) |
| 11.29106522 | 1 | |
| 11.40802741 | 1 | |
| 11.75333858 | 1 | |
| 11.75628066 | 1 | |
| 11.80816889 | 1 | |
| 11.97753668 | 1 | |
| 12.04084635 | 1 | |
| 12.04847574 | 1 | |
| 12.19336629 | 1 | |
| 12.2200489 | 1 |
| Value | Count | Frequency (%) |
| 20.03643036 | 1 | |
| 20.00690222 | 1 | |
| 19.90304351 | 1 | |
| 19.7612536 | 1 | |
| 19.6965158 | 1 | |
| 19.61674213 | 1 | |
| 19.60018992 | 1 | |
| 19.14537787 | 1 | |
| 19.14058089 | 1 | |
| 19.12857056 | 1 |
threshold_optimised
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.14648082 |
| Minimum | 0.05 |
|---|---|
| Maximum | 0.31666666 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0.05 |
|---|---|
| 5-th percentile | 0.05 |
| Q1 | 0.11666667 |
| median | 0.15 |
| Q3 | 0.18333334 |
| 95-th percentile | 0.25 |
| Maximum | 0.31666666 |
| Range | 0.26666666 |
| Interquartile range (IQR) | 0.06666667 |
Descriptive statistics
| Standard deviation | 0.055134901 |
|---|---|
| Coefficient of variation (CV) | 0.37639671 |
| Kurtosis | -0.26131507 |
| Mean | 0.14648082 |
| Median Absolute Deviation (MAD) | 0.03333334 |
| Skewness | 0.11827829 |
| Sum | 123.48334 |
| Variance | 0.0030398573 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 0.15 | 202 | |
| 0.11666667 | 191 | |
| 0.18333334 | 163 | |
| 0.05 | 89 | |
| 0.21666667 | 84 | |
| 0.083333336 | 64 | 7.6% |
| 0.25 | 36 | 4.3% |
| 0.28333333 | 12 | 1.4% |
| 0.31666666 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 0.05 | 89 | |
| 0.083333336 | 64 | 7.6% |
| 0.11666667 | 191 | |
| 0.15 | 202 | |
| 0.18333334 | 163 | |
| 0.21666667 | 84 | |
| 0.25 | 36 | 4.3% |
| 0.28333333 | 12 | 1.4% |
| 0.31666666 | 2 | 0.2% |
| Value | Count | Frequency (%) |
| 0.31666666 | 2 | 0.2% |
| 0.28333333 | 12 | 1.4% |
| 0.25 | 36 | 4.3% |
| 0.21666667 | 84 | |
| 0.18333334 | 163 | |
| 0.15 | 202 | |
| 0.11666667 | 191 | |
| 0.083333336 | 64 | 7.6% |
| 0.05 | 89 |
size_optimised
Categorical
| Distinct | 1 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| 100 |
|---|
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 2529 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 100 |
|---|---|
| 2nd row | 100 |
| 3rd row | 100 |
| 4th row | 100 |
| 5th row | 100 |
Common Values
| Value | Count | Frequency (%) |
| 100 | 843 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 100 | 843 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1686 | |
| 1 | 843 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2529 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1686 | |
| 1 | 843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2529 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1686 | |
| 1 | 843 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2529 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1686 | |
| 1 | 843 |
porosity_optimised
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.27249638 |
| Minimum | 0.23 |
|---|---|
| Maximum | 0.37 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0.23 |
|---|---|
| 5-th percentile | 0.23 |
| Q1 | 0.23 |
| median | 0.2611111 |
| Q3 | 0.3077778 |
| 95-th percentile | 0.35444444 |
| Maximum | 0.37 |
| Range | 0.14 |
| Interquartile range (IQR) | 0.0777778 |
Descriptive statistics
| Standard deviation | 0.043825672 |
|---|---|
| Coefficient of variation (CV) | 0.1608303 |
| Kurtosis | -0.77306103 |
| Mean | 0.27249638 |
| Median Absolute Deviation (MAD) | 0.0311111 |
| Skewness | 0.67647353 |
| Sum | 229.71444 |
| Variance | 0.0019206896 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=10)
| Value | Count | Frequency (%) |
| 0.23 | 307 | |
| 0.24555555 | 82 | 9.7% |
| 0.27666667 | 80 | 9.5% |
| 0.29222223 | 77 | 9.1% |
| 0.3077778 | 69 | 8.2% |
| 0.2611111 | 63 | 7.5% |
| 0.32333332 | 57 | 6.8% |
| 0.35444444 | 44 | 5.2% |
| 0.33888888 | 34 | 4.0% |
| 0.37 | 30 | 3.6% |
| Value | Count | Frequency (%) |
| 0.23 | 307 | |
| 0.24555555 | 82 | 9.7% |
| 0.2611111 | 63 | 7.5% |
| 0.27666667 | 80 | 9.5% |
| 0.29222223 | 77 | 9.1% |
| 0.3077778 | 69 | 8.2% |
| 0.32333332 | 57 | 6.8% |
| 0.33888888 | 34 | 4.0% |
| 0.35444444 | 44 | 5.2% |
| 0.37 | 30 | 3.6% |
| Value | Count | Frequency (%) |
| 0.37 | 30 | 3.6% |
| 0.35444444 | 44 | 5.2% |
| 0.33888888 | 34 | 4.0% |
| 0.32333332 | 57 | 6.8% |
| 0.3077778 | 69 | 8.2% |
| 0.29222223 | 77 | 9.1% |
| 0.27666667 | 80 | 9.5% |
| 0.2611111 | 63 | 7.5% |
| 0.24555555 | 82 | 9.7% |
| 0.23 | 307 |
defect_family
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.7 KiB |
| CG_family | |
|---|---|
| Melt_family |
Length
| Max length | 11 |
|---|---|
| Median length | 9 |
| Mean length | 9.633452 |
| Min length | 9 |
Characters and Unicode
| Total characters | 8121 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CG_family |
|---|---|
| 2nd row | CG_family |
| 3rd row | CG_family |
| 4th row | CG_family |
| 5th row | CG_family |
Common Values
| Value | Count | Frequency (%) |
| CG_family | 576 | |
| Melt_family | 267 |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| cg_family | 576 | |
| melt_family | 267 |
Most occurring characters
| Value | Count | Frequency (%) |
| l | 1110 | |
| _ | 843 | |
| f | 843 | |
| a | 843 | |
| m | 843 | |
| i | 843 | |
| y | 843 | |
| C | 576 | |
| G | 576 | |
| M | 267 | 3.3% |
| Other values (2) | 534 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 5859 | |
| Uppercase Letter | 1419 | 17.5% |
| Connector Punctuation | 843 | 10.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| l | 1110 | |
| f | 843 | |
| a | 843 | |
| m | 843 | |
| i | 843 | |
| y | 843 | |
| e | 267 | 4.6% |
| t | 267 | 4.6% |
Uppercase Letter
| Value | Count | Frequency (%) |
| C | 576 | |
| G | 576 | |
| M | 267 |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 843 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 7278 | |
| Common | 843 | 10.4% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| l | 1110 | |
| f | 843 | |
| a | 843 | |
| m | 843 | |
| i | 843 | |
| y | 843 | |
| C | 576 | |
| G | 576 | |
| M | 267 | 3.7% |
| e | 267 | 3.7% |
Common
| Value | Count | Frequency (%) |
| _ | 843 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8121 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| l | 1110 | |
| _ | 843 | |
| f | 843 | |
| a | 843 | |
| m | 843 | |
| i | 843 | |
| y | 843 | |
| C | 576 | |
| G | 576 | |
| M | 267 | 3.3% |
| Other values (2) | 534 |
area
Real number (ℝ)
| Distinct | 9 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.330961 |
| Minimum | 4 |
|---|---|
| Maximum | 33 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 4 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 4 |
| median | 5 |
| Q3 | 10.5 |
| 95-th percentile | 33 |
| Maximum | 33 |
| Range | 29 |
| Interquartile range (IQR) | 6.5 |
Descriptive statistics
| Standard deviation | 10.010211 |
|---|---|
| Coefficient of variation (CV) | 0.96895254 |
| Kurtosis | 1.0869951 |
| Mean | 10.330961 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.6460033 |
| Sum | 8709 |
| Variance | 100.20432 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=9)
| Value | Count | Frequency (%) |
| 4 | 389 | |
| 33 | 127 | 15.1% |
| 9 | 113 | 13.4% |
| 10.5 | 85 | 10.1% |
| 5 | 54 | 6.4% |
| 8.75 | 40 | 4.7% |
| 6 | 15 | 1.8% |
| 22 | 10 | 1.2% |
| 12.25 | 10 | 1.2% |
| Value | Count | Frequency (%) |
| 4 | 389 | |
| 5 | 54 | 6.4% |
| 6 | 15 | 1.8% |
| 8.75 | 40 | 4.7% |
| 9 | 113 | 13.4% |
| 10.5 | 85 | 10.1% |
| 12.25 | 10 | 1.2% |
| 22 | 10 | 1.2% |
| 33 | 127 | 15.1% |
| Value | Count | Frequency (%) |
| 33 | 127 | 15.1% |
| 22 | 10 | 1.2% |
| 12.25 | 10 | 1.2% |
| 10.5 | 85 | 10.1% |
| 9 | 113 | 13.4% |
| 8.75 | 40 | 4.7% |
| 6 | 15 | 1.8% |
| 5 | 54 | 6.4% |
| 4 | 389 |
area_calculated
Real number (ℝ)
| Distinct | 278 |
|---|---|
| Distinct (%) | 33.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 588.82681 |
| Minimum | 198 |
|---|---|
| Maximum | 1716 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 198 |
|---|---|
| 5-th percentile | 308 |
| Q1 | 400 |
| median | 494 |
| Q3 | 713.5 |
| 95-th percentile | 1176 |
| Maximum | 1716 |
| Range | 1518 |
| Interquartile range (IQR) | 313.5 |
Descriptive statistics
| Standard deviation | 276.38696 |
|---|---|
| Coefficient of variation (CV) | 0.46938582 |
| Kurtosis | 1.7593985 |
| Mean | 588.82681 |
| Median Absolute Deviation (MAD) | 122 |
| Skewness | 1.4524926 |
| Sum | 496381 |
| Variance | 76389.749 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 420 | 19 | 2.3% |
| 364 | 18 | 2.1% |
| 448 | 15 | 1.8% |
| 405 | 14 | 1.7% |
| 486 | 14 | 1.7% |
| 504 | 13 | 1.5% |
| 378 | 12 | 1.4% |
| 432 | 12 | 1.4% |
| 476 | 12 | 1.4% |
| 468 | 11 | 1.3% |
| Other values (268) | 703 |
| Value | Count | Frequency (%) |
| 198 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 231 | 1 | 0.1% |
| 232 | 1 | 0.1% |
| 234 | 1 | 0.1% |
| 242 | 1 | 0.1% |
| 243 | 1 | 0.1% |
| 252 | 1 | 0.1% |
| 253 | 1 | 0.1% |
| 264 | 3 |
| Value | Count | Frequency (%) |
| 1716 | 1 | |
| 1656 | 1 | |
| 1591 | 1 | |
| 1540 | 1 | |
| 1530 | 1 | |
| 1488 | 1 | |
| 1485 | 1 | |
| 1476 | 1 | |
| 1472 | 1 | |
| 1452 | 2 |
length_width_ratio
Real number (ℝ)
| Distinct | 8 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.0551422 |
| Minimum | 0.72727273 |
|---|---|
| Maximum | 1.5 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0.72727273 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 1 |
| Q3 | 1.0909091 |
| 95-th percentile | 1.4 |
| Maximum | 1.5 |
| Range | 0.77272727 |
| Interquartile range (IQR) | 0.090909091 |
Descriptive statistics
| Standard deviation | 0.1309622 |
|---|---|
| Coefficient of variation (CV) | 0.12411806 |
| Kurtosis | 2.879645 |
| Mean | 1.0551422 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.2326769 |
| Sum | 889.48485 |
| Variance | 0.017151098 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=8)
| Value | Count | Frequency (%) |
| 1 | 512 | |
| 1.090909091 | 127 | 15.1% |
| 1.166666667 | 85 | 10.1% |
| 1.4 | 40 | 4.7% |
| 0.8 | 30 | 3.6% |
| 1.25 | 24 | 2.8% |
| 1.5 | 15 | 1.8% |
| 0.7272727273 | 10 | 1.2% |
| Value | Count | Frequency (%) |
| 0.7272727273 | 10 | 1.2% |
| 0.8 | 30 | 3.6% |
| 1 | 512 | |
| 1.090909091 | 127 | 15.1% |
| 1.166666667 | 85 | 10.1% |
| 1.25 | 24 | 2.8% |
| 1.4 | 40 | 4.7% |
| 1.5 | 15 | 1.8% |
| Value | Count | Frequency (%) |
| 1.5 | 15 | 1.8% |
| 1.4 | 40 | 4.7% |
| 1.25 | 24 | 2.8% |
| 1.166666667 | 85 | 10.1% |
| 1.090909091 | 127 | 15.1% |
| 1 | 512 | |
| 0.8 | 30 | 3.6% |
| 0.7272727273 | 10 | 1.2% |
length_width_ratio_calculated
Real number (ℝ)
| Distinct | 261 |
|---|---|
| Distinct (%) | 31.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.64499771 |
| Minimum | 0.27586207 |
|---|---|
| Maximum | 2.6666667 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0.27586207 |
|---|---|
| 5-th percentile | 0.44827586 |
| Q1 | 0.54285714 |
| median | 0.625 |
| Q3 | 0.71428571 |
| 95-th percentile | 0.90290323 |
| Maximum | 2.6666667 |
| Range | 2.3908046 |
| Interquartile range (IQR) | 0.17142857 |
Descriptive statistics
| Standard deviation | 0.16183106 |
|---|---|
| Coefficient of variation (CV) | 0.25090175 |
| Kurtosis | 31.295495 |
| Mean | 0.64499771 |
| Median Absolute Deviation (MAD) | 0.083333333 |
| Skewness | 3.2360222 |
| Sum | 543.73307 |
| Variance | 0.026189291 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6666666667 | 37 | 4.4% |
| 0.5 | 30 | 3.6% |
| 0.5555555556 | 16 | 1.9% |
| 0.75 | 14 | 1.7% |
| 0.5357142857 | 13 | 1.5% |
| 0.625 | 13 | 1.5% |
| 0.5714285714 | 13 | 1.5% |
| 0.6 | 13 | 1.5% |
| 0.6923076923 | 12 | 1.4% |
| 0.5384615385 | 12 | 1.4% |
| Other values (251) | 670 |
| Value | Count | Frequency (%) |
| 0.275862069 | 1 | 0.1% |
| 0.2954545455 | 1 | 0.1% |
| 0.3214285714 | 1 | 0.1% |
| 0.3333333333 | 3 | |
| 0.3404255319 | 1 | 0.1% |
| 0.3448275862 | 1 | 0.1% |
| 0.3461538462 | 1 | 0.1% |
| 0.35 | 1 | 0.1% |
| 0.3617021277 | 1 | 0.1% |
| 0.3684210526 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 2.666666667 | 1 | |
| 1.666666667 | 1 | |
| 1.411764706 | 1 | |
| 1.4 | 1 | |
| 1.25 | 1 | |
| 1.233333333 | 1 | |
| 1.2 | 1 | |
| 1.107142857 | 1 | |
| 1.105263158 | 1 | |
| 1.068965517 | 2 |
size_length_width_ratio
Real number (ℝ)
| Distinct | 13 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.263404 |
| Minimum | 4.5454545 |
|---|---|
| Maximum | 50 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 4.5454545 |
|---|---|
| 5-th percentile | 4.5454545 |
| Q1 | 16.666667 |
| median | 30 |
| Q3 | 37.5 |
| 95-th percentile | 50 |
| Maximum | 50 |
| Range | 45.454545 |
| Interquartile range (IQR) | 20.833333 |
Descriptive statistics
| Standard deviation | 13.484438 |
|---|---|
| Coefficient of variation (CV) | 0.51343069 |
| Kurtosis | -1.200815 |
| Mean | 26.263404 |
| Median Absolute Deviation (MAD) | 7.7777778 |
| Skewness | -0.20320858 |
| Sum | 22140.05 |
| Variance | 181.83006 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=13)
| Value | Count | Frequency (%) |
| 37.5 | 343 | |
| 4.545454545 | 88 | 10.4% |
| 16.66666667 | 76 | 9.0% |
| 30 | 54 | 6.4% |
| 14.28571429 | 50 | 5.9% |
| 50 | 46 | 5.5% |
| 17.14285714 | 40 | 4.7% |
| 6.060606061 | 39 | 4.6% |
| 22.22222222 | 37 | 4.4% |
| 19.04761905 | 35 | 4.2% |
| Other values (3) | 35 | 4.2% |
| Value | Count | Frequency (%) |
| 4.545454545 | 88 | |
| 6.060606061 | 39 | |
| 6.818181818 | 10 | 1.2% |
| 12.24489796 | 10 | 1.2% |
| 14.28571429 | 50 | |
| 16.66666667 | 76 | |
| 17.14285714 | 40 | |
| 19.04761905 | 35 | 4.2% |
| 22.22222222 | 37 | |
| 25 | 15 | 1.8% |
| Value | Count | Frequency (%) |
| 50 | 46 | 5.5% |
| 37.5 | 343 | |
| 30 | 54 | 6.4% |
| 25 | 15 | 1.8% |
| 22.22222222 | 37 | 4.4% |
| 19.04761905 | 35 | 4.2% |
| 17.14285714 | 40 | 4.7% |
| 16.66666667 | 76 | 9.0% |
| 14.28571429 | 50 | 5.9% |
| 12.24489796 | 10 | 1.2% |
size_length_width_ratio_calculated
Real number (ℝ)
| Distinct | 767 |
|---|---|
| Distinct (%) | 91.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.62035847 |
| Minimum | 0.39795918 |
|---|---|
| Maximum | 0.85714286 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.7 KiB |
Quantile statistics
| Minimum | 0.39795918 |
|---|---|
| 5-th percentile | 0.48667659 |
| Q1 | 0.57522374 |
| median | 0.62544803 |
| Q3 | 0.66966306 |
| 95-th percentile | 0.73762254 |
| Maximum | 0.85714286 |
| Range | 0.45918367 |
| Interquartile range (IQR) | 0.094439313 |
Descriptive statistics
| Standard deviation | 0.075336485 |
|---|---|
| Coefficient of variation (CV) | 0.12144025 |
| Kurtosis | 0.07551008 |
| Mean | 0.62035847 |
| Median Absolute Deviation (MAD) | 0.047171019 |
| Skewness | -0.28926002 |
| Sum | 522.96219 |
| Variance | 0.0056755859 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.6666666667 | 7 | 0.8% |
| 0.625 | 6 | 0.7% |
| 0.6363636364 | 5 | 0.6% |
| 0.6 | 4 | 0.5% |
| 0.725 | 3 | 0.4% |
| 0.6111111111 | 3 | 0.4% |
| 0.65625 | 3 | 0.4% |
| 0.5925925926 | 3 | 0.4% |
| 0.5884773663 | 3 | 0.4% |
| 0.6166666667 | 3 | 0.4% |
| Other values (757) | 803 |
| Value | Count | Frequency (%) |
| 0.3979591837 | 1 | |
| 0.4007352941 | 1 | |
| 0.4019851117 | 1 | |
| 0.40378198 | 1 | |
| 0.4071428571 | 1 | |
| 0.4186666667 | 1 | |
| 0.4234375 | 1 | |
| 0.4319419238 | 1 | |
| 0.4320987654 | 1 | |
| 0.4347426471 | 1 |
| Value | Count | Frequency (%) |
| 0.8571428571 | 1 | |
| 0.8260869565 | 1 | |
| 0.8232323232 | 1 | |
| 0.8104575163 | 1 | |
| 0.803030303 | 1 | |
| 0.7885714286 | 1 | |
| 0.7878787879 | 1 | |
| 0.7804232804 | 1 | |
| 0.7801724138 | 1 | |
| 0.775210084 | 1 |
| length | mean_intensity_calculated | size_calculated | porosity_calculated | length_calculated | width_calculated | thickness_calculated | threshold_optimised | porosity_optimised | area | area_calculated | length_width_ratio | length_width_ratio_calculated | size_length_width_ratio | size_length_width_ratio_calculated | scanner_id | defect_type | product | detection_mode | width | thickness | defect_family | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| length | 1.000 | -0.608 | 0.600 | -0.146 | 0.475 | 0.574 | 0.531 | -0.634 | 0.262 | 0.969 | 0.578 | 0.698 | -0.049 | -0.947 | 0.048 | 0.131 | 0.962 | 0.201 | 0.210 | 0.696 | 0.763 | 0.988 |
| mean_intensity_calculated | -0.608 | 1.000 | -0.576 | 0.382 | -0.341 | -0.528 | -0.777 | 0.827 | -0.057 | -0.586 | -0.483 | -0.293 | 0.147 | 0.583 | -0.253 | 0.318 | 0.499 | 0.130 | 0.130 | 0.480 | 0.182 | 0.369 |
| size_calculated | 0.600 | -0.576 | 1.000 | -0.098 | 0.802 | 0.847 | 0.269 | -0.833 | 0.210 | 0.574 | 0.944 | 0.338 | 0.107 | -0.481 | -0.044 | 0.256 | 0.527 | 0.238 | 0.408 | 0.481 | 0.166 | 0.355 |
| porosity_calculated | -0.146 | 0.382 | -0.098 | 1.000 | 0.198 | 0.030 | -0.470 | 0.233 | 0.197 | -0.135 | 0.134 | 0.009 | 0.237 | 0.216 | -0.816 | 0.121 | 0.143 | 0.263 | 0.262 | 0.160 | 0.135 | 0.114 |
| length_calculated | 0.475 | -0.341 | 0.802 | 0.198 | 1.000 | 0.558 | 0.058 | -0.623 | 0.219 | 0.459 | 0.891 | 0.301 | 0.580 | -0.363 | -0.412 | 0.246 | 0.349 | 0.199 | 0.322 | 0.295 | 0.083 | 0.154 |
| width_calculated | 0.574 | -0.528 | 0.847 | 0.030 | 0.558 | 1.000 | 0.263 | -0.714 | 0.200 | 0.547 | 0.851 | 0.316 | -0.283 | -0.461 | -0.141 | 0.109 | 0.487 | 0.111 | 0.349 | 0.443 | 0.071 | 0.255 |
| thickness_calculated | 0.531 | -0.777 | 0.269 | -0.470 | 0.058 | 0.263 | 1.000 | -0.537 | -0.007 | 0.526 | 0.172 | 0.234 | -0.235 | -0.577 | 0.363 | 0.221 | 0.344 | 0.441 | 0.146 | 0.355 | 0.210 | 0.206 |
| threshold_optimised | -0.634 | 0.827 | -0.833 | 0.233 | -0.623 | -0.714 | -0.537 | 1.000 | -0.128 | -0.603 | -0.759 | -0.358 | -0.007 | 0.547 | -0.077 | 0.124 | 0.529 | 0.044 | 0.254 | 0.486 | 0.196 | 0.393 |
| porosity_optimised | 0.262 | -0.057 | 0.210 | 0.197 | 0.219 | 0.200 | -0.007 | -0.128 | 1.000 | 0.301 | 0.231 | 0.107 | 0.051 | -0.260 | -0.161 | 0.080 | 0.173 | 0.059 | 0.171 | 0.176 | 0.074 | 0.225 |
| area | 0.969 | -0.586 | 0.574 | -0.135 | 0.459 | 0.547 | 0.526 | -0.603 | 0.301 | 1.000 | 0.552 | 0.565 | -0.043 | -0.967 | 0.046 | 0.142 | 0.855 | 0.203 | 0.232 | 0.709 | 0.617 | 0.947 |
| area_calculated | 0.578 | -0.483 | 0.944 | 0.134 | 0.891 | 0.851 | 0.172 | -0.759 | 0.231 | 0.552 | 1.000 | 0.351 | 0.201 | -0.451 | -0.325 | 0.196 | 0.462 | 0.240 | 0.413 | 0.408 | 0.098 | 0.272 |
| length_width_ratio | 0.698 | -0.293 | 0.338 | 0.009 | 0.301 | 0.316 | 0.234 | -0.358 | 0.107 | 0.565 | 0.351 | 1.000 | 0.007 | -0.549 | -0.052 | 0.096 | 0.763 | 0.218 | 0.234 | 0.738 | 0.948 | 0.680 |
| length_width_ratio_calculated | -0.049 | 0.147 | 0.107 | 0.237 | 0.580 | -0.283 | -0.235 | -0.007 | 0.051 | -0.043 | 0.201 | 0.007 | 1.000 | 0.073 | -0.379 | 0.177 | 0.070 | 0.138 | 0.071 | 0.051 | 0.000 | 0.058 |
| size_length_width_ratio | -0.947 | 0.583 | -0.481 | 0.216 | -0.363 | -0.461 | -0.577 | 0.547 | -0.260 | -0.967 | -0.451 | -0.549 | 0.073 | 1.000 | -0.119 | 0.365 | 0.791 | 0.401 | 0.699 | 0.891 | 0.615 | 0.986 |
| size_length_width_ratio_calculated | 0.048 | -0.253 | -0.044 | -0.816 | -0.412 | -0.141 | 0.363 | -0.077 | -0.161 | 0.046 | -0.325 | -0.052 | -0.379 | -0.119 | 1.000 | 0.084 | 0.079 | 0.223 | 0.228 | 0.076 | 0.115 | 0.106 |
| scanner_id | 0.131 | 0.318 | 0.256 | 0.121 | 0.246 | 0.109 | 0.221 | 0.124 | 0.080 | 0.142 | 0.196 | 0.096 | 0.177 | 0.365 | 0.084 | 1.000 | 0.000 | 0.260 | 0.296 | 0.102 | 0.090 | 0.000 |
| defect_type | 0.962 | 0.499 | 0.527 | 0.143 | 0.349 | 0.487 | 0.344 | 0.529 | 0.173 | 0.855 | 0.462 | 0.763 | 0.070 | 0.791 | 0.079 | 0.000 | 1.000 | 0.155 | 0.221 | 0.762 | 0.559 | 0.999 |
| product | 0.201 | 0.130 | 0.238 | 0.263 | 0.199 | 0.111 | 0.441 | 0.044 | 0.059 | 0.203 | 0.240 | 0.218 | 0.138 | 0.401 | 0.223 | 0.260 | 0.155 | 1.000 | 0.345 | 0.203 | 0.127 | 0.148 |
| detection_mode | 0.210 | 0.130 | 0.408 | 0.262 | 0.322 | 0.349 | 0.146 | 0.254 | 0.171 | 0.232 | 0.413 | 0.234 | 0.071 | 0.699 | 0.228 | 0.296 | 0.221 | 0.345 | 1.000 | 0.272 | 0.165 | 0.118 |
| width | 0.696 | 0.480 | 0.481 | 0.160 | 0.295 | 0.443 | 0.355 | 0.486 | 0.176 | 0.709 | 0.408 | 0.738 | 0.051 | 0.891 | 0.076 | 0.102 | 0.762 | 0.203 | 0.272 | 1.000 | 0.518 | 0.896 |
| thickness | 0.763 | 0.182 | 0.166 | 0.135 | 0.083 | 0.071 | 0.210 | 0.196 | 0.074 | 0.617 | 0.098 | 0.948 | 0.000 | 0.615 | 0.115 | 0.090 | 0.559 | 0.127 | 0.165 | 0.518 | 1.000 | 0.683 |
| defect_family | 0.988 | 0.369 | 0.355 | 0.114 | 0.154 | 0.255 | 0.206 | 0.393 | 0.225 | 0.947 | 0.272 | 0.680 | 0.058 | 0.986 | 0.106 | 0.000 | 0.999 | 0.148 | 0.118 | 0.896 | 0.683 | 1.000 |
| length | width | thickness | mean_intensity_calculated | size_calculated | porosity_calculated | length_calculated | width_calculated | thickness_calculated | threshold_optimised | size_optimised | porosity_optimised | area | area_calculated | length_width_ratio | length_width_ratio_calculated | size_length_width_ratio | size_length_width_ratio_calculated | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| length | 1.000 | 0.965 | 0.141 | -0.715 | 0.807 | -0.215 | 0.542 | 0.760 | 0.634 | -0.702 | NaN | 0.190 | 0.980 | 0.728 | 0.318 | -0.091 | -0.896 | 0.105 |
| width | 0.965 | 1.000 | -0.027 | -0.732 | 0.835 | -0.245 | 0.549 | 0.778 | 0.644 | -0.702 | NaN | 0.195 | 0.985 | 0.747 | 0.073 | -0.100 | -0.868 | 0.127 |
| thickness | 0.141 | -0.027 | 1.000 | -0.019 | -0.051 | 0.082 | 0.019 | -0.021 | 0.047 | -0.071 | NaN | 0.023 | -0.028 | -0.019 | 0.715 | 0.032 | -0.309 | -0.068 |
| mean_intensity_calculated | -0.715 | -0.732 | -0.019 | 1.000 | -0.687 | 0.393 | -0.394 | -0.644 | -0.804 | 0.850 | NaN | -0.033 | -0.725 | -0.578 | -0.081 | 0.181 | 0.636 | -0.265 |
| size_calculated | 0.807 | 0.835 | -0.051 | -0.687 | 1.000 | -0.138 | 0.800 | 0.892 | 0.440 | -0.794 | NaN | 0.166 | 0.839 | 0.953 | 0.082 | 0.019 | -0.628 | 0.007 |
| porosity_calculated | -0.215 | -0.245 | 0.082 | 0.393 | -0.138 | 1.000 | 0.245 | -0.021 | -0.480 | 0.234 | NaN | 0.188 | -0.244 | 0.113 | 0.083 | 0.285 | 0.214 | -0.840 |
| length_calculated | 0.542 | 0.549 | 0.019 | -0.394 | 0.800 | 0.245 | 1.000 | 0.599 | 0.114 | -0.606 | NaN | 0.210 | 0.550 | 0.898 | 0.112 | 0.530 | -0.409 | -0.428 |
| width_calculated | 0.760 | 0.778 | -0.021 | -0.644 | 0.892 | -0.021 | 0.599 | 1.000 | 0.415 | -0.746 | NaN | 0.167 | 0.782 | 0.876 | 0.099 | -0.303 | -0.591 | -0.084 |
| thickness_calculated | 0.634 | 0.644 | 0.047 | -0.804 | 0.440 | -0.480 | 0.114 | 0.415 | 1.000 | -0.587 | NaN | -0.005 | 0.642 | 0.301 | 0.064 | -0.269 | -0.599 | 0.374 |
| threshold_optimised | -0.702 | -0.702 | -0.071 | 0.850 | -0.794 | 0.234 | -0.606 | -0.746 | -0.587 | 1.000 | NaN | -0.095 | -0.701 | -0.734 | -0.138 | 0.045 | 0.585 | -0.092 |
| size_optimised | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| porosity_optimised | 0.190 | 0.195 | 0.023 | -0.033 | 0.166 | 0.188 | 0.210 | 0.167 | -0.005 | -0.095 | NaN | 1.000 | 0.165 | 0.201 | 0.032 | 0.071 | -0.242 | -0.156 |
| area | 0.980 | 0.985 | -0.028 | -0.725 | 0.839 | -0.244 | 0.550 | 0.782 | 0.642 | -0.701 | NaN | 0.165 | 1.000 | 0.749 | 0.158 | -0.100 | -0.831 | 0.129 |
| area_calculated | 0.728 | 0.747 | -0.019 | -0.578 | 0.953 | 0.113 | 0.898 | 0.876 | 0.301 | -0.734 | NaN | 0.201 | 0.749 | 1.000 | 0.100 | 0.131 | -0.557 | -0.268 |
| length_width_ratio | 0.318 | 0.073 | 0.715 | -0.081 | 0.082 | 0.083 | 0.112 | 0.099 | 0.064 | -0.138 | NaN | 0.032 | 0.158 | 0.100 | 1.000 | 0.035 | -0.329 | -0.083 |
| length_width_ratio_calculated | -0.091 | -0.100 | 0.032 | 0.181 | 0.019 | 0.285 | 0.530 | -0.303 | -0.269 | 0.045 | NaN | 0.071 | -0.100 | 0.131 | 0.035 | 1.000 | 0.085 | -0.391 |
| size_length_width_ratio | -0.896 | -0.868 | -0.309 | 0.636 | -0.628 | 0.214 | -0.409 | -0.591 | -0.599 | 0.585 | NaN | -0.242 | -0.831 | -0.557 | -0.329 | 0.085 | 1.000 | -0.110 |
| size_length_width_ratio_calculated | 0.105 | 0.127 | -0.068 | -0.265 | 0.007 | -0.840 | -0.428 | -0.084 | 0.374 | -0.092 | NaN | -0.156 | 0.129 | -0.268 | -0.083 | -0.391 | -0.110 | 1.000 |
| length | width | thickness | mean_intensity_calculated | size_calculated | porosity_calculated | length_calculated | width_calculated | thickness_calculated | threshold_optimised | size_optimised | porosity_optimised | area | area_calculated | length_width_ratio | length_width_ratio_calculated | size_length_width_ratio | size_length_width_ratio_calculated | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| length | 1.000 | 0.922 | 0.382 | -0.608 | 0.600 | -0.146 | 0.475 | 0.574 | 0.531 | -0.634 | NaN | 0.262 | 0.969 | 0.578 | 0.698 | -0.049 | -0.947 | 0.048 |
| width | 0.922 | 1.000 | 0.235 | -0.624 | 0.589 | -0.182 | 0.443 | 0.564 | 0.563 | -0.627 | NaN | 0.293 | 0.971 | 0.550 | 0.398 | -0.070 | -0.944 | 0.084 |
| thickness | 0.382 | 0.235 | 1.000 | -0.097 | 0.098 | 0.027 | 0.070 | 0.048 | 0.126 | -0.130 | NaN | 0.015 | 0.300 | 0.075 | 0.548 | 0.037 | -0.288 | -0.038 |
| mean_intensity_calculated | -0.608 | -0.624 | -0.097 | 1.000 | -0.576 | 0.382 | -0.341 | -0.528 | -0.777 | 0.827 | NaN | -0.057 | -0.586 | -0.483 | -0.293 | 0.147 | 0.583 | -0.253 |
| size_calculated | 0.600 | 0.589 | 0.098 | -0.576 | 1.000 | -0.098 | 0.802 | 0.847 | 0.269 | -0.833 | NaN | 0.210 | 0.574 | 0.944 | 0.338 | 0.107 | -0.481 | -0.044 |
| porosity_calculated | -0.146 | -0.182 | 0.027 | 0.382 | -0.098 | 1.000 | 0.198 | 0.030 | -0.470 | 0.233 | NaN | 0.197 | -0.135 | 0.134 | 0.009 | 0.237 | 0.216 | -0.816 |
| length_calculated | 0.475 | 0.443 | 0.070 | -0.341 | 0.802 | 0.198 | 1.000 | 0.558 | 0.058 | -0.623 | NaN | 0.219 | 0.459 | 0.891 | 0.301 | 0.580 | -0.363 | -0.412 |
| width_calculated | 0.574 | 0.564 | 0.048 | -0.528 | 0.847 | 0.030 | 0.558 | 1.000 | 0.263 | -0.714 | NaN | 0.200 | 0.547 | 0.851 | 0.316 | -0.283 | -0.461 | -0.141 |
| thickness_calculated | 0.531 | 0.563 | 0.126 | -0.777 | 0.269 | -0.470 | 0.058 | 0.263 | 1.000 | -0.537 | NaN | -0.007 | 0.526 | 0.172 | 0.234 | -0.235 | -0.577 | 0.363 |
| threshold_optimised | -0.634 | -0.627 | -0.130 | 0.827 | -0.833 | 0.233 | -0.623 | -0.714 | -0.537 | 1.000 | NaN | -0.128 | -0.603 | -0.759 | -0.358 | -0.007 | 0.547 | -0.077 |
| size_optimised | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| porosity_optimised | 0.262 | 0.293 | 0.015 | -0.057 | 0.210 | 0.197 | 0.219 | 0.200 | -0.007 | -0.128 | NaN | 1.000 | 0.301 | 0.231 | 0.107 | 0.051 | -0.260 | -0.161 |
| area | 0.969 | 0.971 | 0.300 | -0.586 | 0.574 | -0.135 | 0.459 | 0.547 | 0.526 | -0.603 | NaN | 0.301 | 1.000 | 0.552 | 0.565 | -0.043 | -0.967 | 0.046 |
| area_calculated | 0.578 | 0.550 | 0.075 | -0.483 | 0.944 | 0.134 | 0.891 | 0.851 | 0.172 | -0.759 | NaN | 0.231 | 0.552 | 1.000 | 0.351 | 0.201 | -0.451 | -0.325 |
| length_width_ratio | 0.698 | 0.398 | 0.548 | -0.293 | 0.338 | 0.009 | 0.301 | 0.316 | 0.234 | -0.358 | NaN | 0.107 | 0.565 | 0.351 | 1.000 | 0.007 | -0.549 | -0.052 |
| length_width_ratio_calculated | -0.049 | -0.070 | 0.037 | 0.147 | 0.107 | 0.237 | 0.580 | -0.283 | -0.235 | -0.007 | NaN | 0.051 | -0.043 | 0.201 | 0.007 | 1.000 | 0.073 | -0.379 |
| size_length_width_ratio | -0.947 | -0.944 | -0.288 | 0.583 | -0.481 | 0.216 | -0.363 | -0.461 | -0.577 | 0.547 | NaN | -0.260 | -0.967 | -0.451 | -0.549 | 0.073 | 1.000 | -0.119 |
| size_length_width_ratio_calculated | 0.048 | 0.084 | -0.038 | -0.253 | -0.044 | -0.816 | -0.412 | -0.141 | 0.363 | -0.077 | NaN | -0.161 | 0.046 | -0.325 | -0.052 | -0.379 | -0.119 | 1.000 |
| length | width | thickness | mean_intensity_calculated | size_calculated | porosity_calculated | length_calculated | width_calculated | thickness_calculated | threshold_optimised | size_optimised | porosity_optimised | area | area_calculated | length_width_ratio | length_width_ratio_calculated | size_length_width_ratio | size_length_width_ratio_calculated | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| length | 1.000 | 0.856 | 0.327 | -0.479 | 0.479 | -0.107 | 0.380 | 0.462 | 0.411 | -0.546 | NaN | 0.210 | 0.927 | 0.458 | 0.545 | -0.038 | -0.878 | 0.035 |
| width | 0.856 | 1.000 | 0.195 | -0.501 | 0.472 | -0.138 | 0.357 | 0.457 | 0.445 | -0.543 | NaN | 0.238 | 0.940 | 0.437 | 0.298 | -0.053 | -0.877 | 0.064 |
| thickness | 0.327 | 0.195 | 1.000 | -0.076 | 0.075 | 0.022 | 0.057 | 0.037 | 0.100 | -0.110 | NaN | 0.012 | 0.238 | 0.058 | 0.520 | 0.029 | -0.230 | -0.031 |
| mean_intensity_calculated | -0.479 | -0.501 | -0.076 | 1.000 | -0.405 | 0.261 | -0.238 | -0.376 | -0.583 | 0.687 | NaN | -0.042 | -0.451 | -0.332 | -0.219 | 0.100 | 0.443 | -0.170 |
| size_calculated | 0.479 | 0.472 | 0.075 | -0.405 | 1.000 | -0.063 | 0.637 | 0.682 | 0.171 | -0.686 | NaN | 0.152 | 0.449 | 0.804 | 0.246 | 0.076 | -0.350 | -0.031 |
| porosity_calculated | -0.107 | -0.138 | 0.022 | 0.261 | -0.063 | 1.000 | 0.141 | 0.027 | -0.325 | 0.171 | NaN | 0.143 | -0.098 | 0.100 | 0.005 | 0.159 | 0.154 | -0.624 |
| length_calculated | 0.380 | 0.357 | 0.057 | -0.238 | 0.637 | 0.141 | 1.000 | 0.411 | 0.033 | -0.491 | NaN | 0.162 | 0.361 | 0.746 | 0.228 | 0.430 | -0.271 | -0.297 |
| width_calculated | 0.462 | 0.457 | 0.037 | -0.376 | 0.682 | 0.027 | 0.411 | 1.000 | 0.172 | -0.582 | NaN | 0.148 | 0.429 | 0.683 | 0.243 | -0.201 | -0.335 | -0.100 |
| thickness_calculated | 0.411 | 0.445 | 0.100 | -0.583 | 0.171 | -0.325 | 0.033 | 0.172 | 1.000 | -0.407 | NaN | -0.005 | 0.402 | 0.103 | 0.180 | -0.159 | -0.443 | 0.248 |
| threshold_optimised | -0.546 | -0.543 | -0.110 | 0.687 | -0.686 | 0.171 | -0.491 | -0.582 | -0.407 | 1.000 | NaN | -0.101 | -0.506 | -0.604 | -0.284 | -0.004 | 0.437 | -0.055 |
| size_optimised | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | 1.000 | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| porosity_optimised | 0.210 | 0.238 | 0.012 | -0.042 | 0.152 | 0.143 | 0.162 | 0.148 | -0.005 | -0.101 | NaN | 1.000 | 0.236 | 0.167 | 0.088 | 0.037 | -0.197 | -0.115 |
| area | 0.927 | 0.940 | 0.238 | -0.451 | 0.449 | -0.098 | 0.361 | 0.429 | 0.402 | -0.506 | NaN | 0.236 | 1.000 | 0.429 | 0.408 | -0.032 | -0.916 | 0.034 |
| area_calculated | 0.458 | 0.437 | 0.058 | -0.332 | 0.804 | 0.100 | 0.746 | 0.683 | 0.103 | -0.604 | NaN | 0.167 | 0.429 | 1.000 | 0.259 | 0.139 | -0.325 | -0.231 |
| length_width_ratio | 0.545 | 0.298 | 0.520 | -0.219 | 0.246 | 0.005 | 0.228 | 0.243 | 0.180 | -0.284 | NaN | 0.088 | 0.408 | 0.259 | 1.000 | 0.005 | -0.392 | -0.039 |
| length_width_ratio_calculated | -0.038 | -0.053 | 0.029 | 0.100 | 0.076 | 0.159 | 0.430 | -0.201 | -0.159 | -0.004 | NaN | 0.037 | -0.032 | 0.139 | 0.005 | 1.000 | 0.053 | -0.261 |
| size_length_width_ratio | -0.878 | -0.877 | -0.230 | 0.443 | -0.350 | 0.154 | -0.271 | -0.335 | -0.443 | 0.437 | NaN | -0.197 | -0.916 | -0.325 | -0.392 | 0.053 | 1.000 | -0.085 |
| size_length_width_ratio_calculated | 0.035 | 0.064 | -0.031 | -0.170 | -0.031 | -0.624 | -0.297 | -0.100 | 0.248 | -0.055 | NaN | -0.115 | 0.034 | -0.231 | -0.039 | -0.261 | -0.085 | 1.000 |
| scanner_id | date | defect_type | product | detection_mode | length | width | thickness | mean_intensity_calculated | size_calculated | porosity_calculated | length_calculated | width_calculated | thickness_calculated | threshold_optimised | porosity_optimised | defect_family | area | area_calculated | length_width_ratio | length_width_ratio_calculated | size_length_width_ratio | size_length_width_ratio_calculated | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| scanner_id | 1.000 | 0.479 | 0.000 | 0.158 | 0.449 | 0.182 | 0.084 | 0.136 | 0.416 | 0.336 | 0.158 | 0.322 | 0.142 | 0.290 | 0.124 | 0.105 | 0.000 | 0.117 | 0.254 | 0.090 | 0.166 | 0.487 | 0.108 |
| date | 0.479 | 1.000 | 0.648 | 0.939 | 0.856 | 0.783 | 0.746 | 0.869 | 0.422 | 0.574 | 0.422 | 0.420 | 0.473 | 0.587 | 0.533 | 0.236 | 0.523 | 0.610 | 0.506 | 0.892 | 0.412 | 0.893 | 0.351 |
| defect_type | 0.000 | 0.648 | 1.000 | 0.164 | 0.332 | 0.997 | 0.802 | 0.885 | 0.698 | 0.724 | 0.238 | 0.537 | 0.687 | 0.530 | 0.697 | 0.285 | 1.000 | 0.869 | 0.663 | 0.844 | 0.102 | 0.976 | 0.128 |
| product | 0.158 | 0.939 | 0.164 | 1.000 | 0.211 | 0.438 | 0.261 | 0.135 | 0.215 | 0.370 | 0.402 | 0.317 | 0.184 | 0.599 | 0.102 | 0.100 | 0.089 | 0.261 | 0.372 | 0.309 | 0.203 | 0.537 | 0.350 |
| detection_mode | 0.449 | 0.856 | 0.332 | 0.211 | 1.000 | 0.292 | 0.223 | 0.248 | 0.171 | 0.532 | 0.343 | 0.422 | 0.457 | 0.191 | 0.255 | 0.224 | 0.185 | 0.190 | 0.538 | 0.219 | 0.066 | 0.878 | 0.301 |
| length | 0.182 | 0.783 | 0.997 | 0.438 | 0.292 | 1.000 | 0.806 | 0.887 | 0.680 | 0.684 | 0.294 | 0.477 | 0.642 | 0.575 | 0.709 | 0.271 | 1.000 | 0.943 | 0.623 | 0.904 | 0.110 | 0.861 | 0.171 |
| width | 0.084 | 0.746 | 0.802 | 0.261 | 0.223 | 0.806 | 1.000 | 0.591 | 0.822 | 0.823 | 0.366 | 0.608 | 0.789 | 0.691 | 0.688 | 0.399 | 0.764 | 0.958 | 0.752 | 0.837 | 0.080 | 0.933 | 0.180 |
| thickness | 0.136 | 0.869 | 0.885 | 0.135 | 0.248 | 0.887 | 0.591 | 1.000 | 0.299 | 0.273 | 0.223 | 0.139 | 0.119 | 0.343 | 0.301 | 0.124 | 0.879 | 0.683 | 0.163 | 0.952 | 0.000 | 0.909 | 0.192 |
| mean_intensity_calculated | 0.416 | 0.422 | 0.698 | 0.215 | 0.171 | 0.680 | 0.822 | 0.299 | 1.000 | 0.741 | 0.478 | 0.498 | 0.683 | 0.838 | 0.769 | 0.212 | 0.482 | 0.831 | 0.661 | 0.634 | 0.249 | 0.652 | 0.289 |
| size_calculated | 0.336 | 0.574 | 0.724 | 0.370 | 0.532 | 0.684 | 0.823 | 0.273 | 0.741 | 1.000 | 0.419 | 0.815 | 0.836 | 0.648 | 0.708 | 0.245 | 0.463 | 0.842 | 0.925 | 0.634 | 0.187 | 0.681 | 0.302 |
| porosity_calculated | 0.158 | 0.422 | 0.238 | 0.402 | 0.343 | 0.294 | 0.366 | 0.223 | 0.478 | 0.419 | 1.000 | 0.366 | 0.361 | 0.510 | 0.233 | 0.215 | 0.150 | 0.357 | 0.473 | 0.351 | 0.333 | 0.396 | 0.857 |
| length_calculated | 0.322 | 0.420 | 0.537 | 0.317 | 0.422 | 0.477 | 0.608 | 0.139 | 0.498 | 0.815 | 0.366 | 1.000 | 0.613 | 0.389 | 0.508 | 0.199 | 0.202 | 0.622 | 0.894 | 0.428 | 0.527 | 0.497 | 0.535 |
| width_calculated | 0.142 | 0.473 | 0.687 | 0.184 | 0.457 | 0.642 | 0.789 | 0.119 | 0.683 | 0.836 | 0.361 | 0.613 | 1.000 | 0.614 | 0.650 | 0.221 | 0.335 | 0.806 | 0.833 | 0.593 | 0.620 | 0.637 | 0.432 |
| thickness_calculated | 0.290 | 0.587 | 0.530 | 0.599 | 0.191 | 0.575 | 0.691 | 0.343 | 0.838 | 0.648 | 0.510 | 0.389 | 0.614 | 1.000 | 0.587 | 0.168 | 0.270 | 0.704 | 0.564 | 0.532 | 0.401 | 0.557 | 0.421 |
| threshold_optimised | 0.124 | 0.533 | 0.697 | 0.102 | 0.255 | 0.709 | 0.688 | 0.301 | 0.769 | 0.708 | 0.233 | 0.508 | 0.650 | 0.587 | 1.000 | 0.154 | 0.394 | 0.696 | 0.625 | 0.633 | 0.254 | 0.656 | 0.106 |
| porosity_optimised | 0.105 | 0.236 | 0.285 | 0.100 | 0.224 | 0.271 | 0.399 | 0.124 | 0.212 | 0.245 | 0.215 | 0.199 | 0.221 | 0.168 | 0.154 | 1.000 | 0.295 | 0.314 | 0.243 | 0.124 | 0.119 | 0.259 | 0.152 |
| defect_family | 0.000 | 0.523 | 1.000 | 0.089 | 0.185 | 1.000 | 0.764 | 0.879 | 0.482 | 0.463 | 0.150 | 0.202 | 0.335 | 0.270 | 0.394 | 0.295 | 1.000 | 0.824 | 0.355 | 0.633 | 0.054 | 1.000 | 0.135 |
| area | 0.117 | 0.610 | 0.869 | 0.261 | 0.190 | 0.943 | 0.958 | 0.683 | 0.831 | 0.842 | 0.357 | 0.622 | 0.806 | 0.704 | 0.696 | 0.314 | 0.824 | 1.000 | 0.783 | 0.853 | 0.082 | 0.840 | 0.111 |
| area_calculated | 0.254 | 0.506 | 0.663 | 0.372 | 0.538 | 0.623 | 0.752 | 0.163 | 0.661 | 0.925 | 0.473 | 0.894 | 0.833 | 0.564 | 0.625 | 0.243 | 0.355 | 0.783 | 1.000 | 0.557 | 0.117 | 0.620 | 0.525 |
| length_width_ratio | 0.090 | 0.892 | 0.844 | 0.309 | 0.219 | 0.904 | 0.837 | 0.952 | 0.634 | 0.634 | 0.351 | 0.428 | 0.593 | 0.532 | 0.633 | 0.124 | 0.633 | 0.853 | 0.557 | 1.000 | 0.217 | 0.890 | 0.226 |
| length_width_ratio_calculated | 0.166 | 0.412 | 0.102 | 0.203 | 0.066 | 0.110 | 0.080 | 0.000 | 0.249 | 0.187 | 0.333 | 0.527 | 0.620 | 0.401 | 0.254 | 0.119 | 0.054 | 0.082 | 0.117 | 0.217 | 1.000 | 0.166 | 0.378 |
| size_length_width_ratio | 0.487 | 0.893 | 0.976 | 0.537 | 0.878 | 0.861 | 0.933 | 0.909 | 0.652 | 0.681 | 0.396 | 0.497 | 0.637 | 0.557 | 0.656 | 0.259 | 1.000 | 0.840 | 0.620 | 0.890 | 0.166 | 1.000 | 0.263 |
| size_length_width_ratio_calculated | 0.108 | 0.351 | 0.128 | 0.350 | 0.301 | 0.171 | 0.180 | 0.192 | 0.289 | 0.302 | 0.857 | 0.535 | 0.432 | 0.421 | 0.106 | 0.152 | 0.135 | 0.111 | 0.525 | 0.226 | 0.378 | 0.263 | 1.000 |
| thickness | product | defect_type | scanner_id | detection_mode | width | defect_family | |
|---|---|---|---|---|---|---|---|
| thickness | 1.000 | 0.127 | 0.559 | 0.090 | 0.165 | 0.518 | 0.683 |
| product | 0.127 | 1.000 | 0.155 | 0.260 | 0.345 | 0.203 | 0.148 |
| defect_type | 0.559 | 0.155 | 1.000 | 0.000 | 0.221 | 0.762 | 0.999 |
| scanner_id | 0.090 | 0.260 | 0.000 | 1.000 | 0.296 | 0.102 | 0.000 |
| detection_mode | 0.165 | 0.345 | 0.221 | 0.296 | 1.000 | 0.272 | 0.118 |
| width | 0.518 | 0.203 | 0.762 | 0.102 | 0.272 | 1.000 | 0.896 |
| defect_family | 0.683 | 0.148 | 0.999 | 0.000 | 0.118 | 0.896 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| file_name | scanner_id | date | time | defect_type | product | detection_mode | length | width | thickness | mean_intensity_calculated | size_calculated | porosity_calculated | length_calculated | width_calculated | thickness_calculated | threshold_optimised | size_optimised | porosity_optimised | defect_family | area | area_calculated | length_width_ratio | length_width_ratio_calculated | size_length_width_ratio | size_length_width_ratio_calculated | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | ok112009_2023-01-05-08-09-58-376137 | ok112009 | 2023-01-05 | 08:09:58 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.197401 | 294 | 0.140351 | 15 | 28 | 13.898143 | 0.183333 | 100 | 0.230000 | CG_family | 5.0 | 420 | 0.8 | 0.535714 | 30.0 | 0.700000 |
| 1 | ok112009_2023-01-05-08-10-54-621560 | ok112009 | 2023-01-05 | 08:10:54 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.196814 | 284 | 0.149701 | 16 | 27 | 13.735466 | 0.183333 | 100 | 0.292222 | CG_family | 5.0 | 432 | 0.8 | 0.592593 | 30.0 | 0.657407 |
| 2 | ok112009_2023-01-05-08-11-33-694801 | ok112009 | 2023-01-05 | 08:11:33 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.195635 | 386 | 0.257692 | 24 | 32 | 14.380382 | 0.150000 | 100 | 0.370000 | CG_family | 5.0 | 768 | 0.8 | 0.750000 | 30.0 | 0.502604 |
| 3 | ok112009_2023-01-05-08-12-12-745345 | ok112009 | 2023-01-05 | 08:12:12 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.176964 | 295 | 0.219577 | 18 | 28 | 14.867938 | 0.150000 | 100 | 0.307778 | CG_family | 5.0 | 504 | 0.8 | 0.642857 | 30.0 | 0.585317 |
| 4 | ok112009_2023-01-05-08-12-53-064465 | ok112009 | 2023-01-05 | 08:12:53 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.187750 | 269 | 0.129450 | 16 | 24 | 14.681536 | 0.183333 | 100 | 0.230000 | CG_family | 5.0 | 384 | 0.8 | 0.666667 | 30.0 | 0.700521 |
| 5 | ok112009_2023-01-05-08-13-23-744552 | ok112009 | 2023-01-05 | 08:13:23 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.197878 | 243 | 0.170648 | 19 | 21 | 13.952724 | 0.183333 | 100 | 0.276667 | CG_family | 5.0 | 399 | 0.8 | 0.904762 | 30.0 | 0.609023 |
| 6 | ok112009_2023-01-05-08-14-07-130031 | ok112009 | 2023-01-05 | 08:14:07 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.181013 | 208 | 0.091703 | 12 | 23 | 14.876008 | 0.183333 | 100 | 0.230000 | CG_family | 5.0 | 276 | 0.8 | 0.521739 | 30.0 | 0.753623 |
| 7 | ok112009_2023-01-05-08-14-47-436262 | ok112009 | 2023-01-05 | 08:14:47 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.171357 | 268 | 0.146497 | 16 | 26 | 15.280317 | 0.150000 | 100 | 0.292222 | CG_family | 5.0 | 416 | 0.8 | 0.615385 | 30.0 | 0.644231 |
| 8 | ok112009_2023-01-05-08-15-28-389419 | ok112009 | 2023-01-05 | 08:15:28 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.196931 | 271 | 0.232295 | 14 | 32 | 14.370904 | 0.183333 | 100 | 0.338889 | CG_family | 5.0 | 448 | 0.8 | 0.437500 | 30.0 | 0.604911 |
| 9 | ok112009_2023-01-05-08-16-00-277698 | ok112009 | 2023-01-05 | 08:16:00 | CG | Ekla20 | manual | 2.0 | 2.5 | 1.0 | 0.197101 | 237 | 0.188356 | 18 | 22 | 14.439814 | 0.183333 | 100 | 0.261111 | CG_family | 5.0 | 396 | 0.8 | 0.818182 | 30.0 | 0.598485 |
| file_name | scanner_id | date | time | defect_type | product | detection_mode | length | width | thickness | mean_intensity_calculated | size_calculated | porosity_calculated | length_calculated | width_calculated | thickness_calculated | threshold_optimised | size_optimised | porosity_optimised | defect_family | area | area_calculated | length_width_ratio | length_width_ratio_calculated | size_length_width_ratio | size_length_width_ratio_calculated | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 833 | ok112013_2023-03-24_09-55-53-874860 | ok112013 | 2023-03-24 | 09:55:53 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.192221 | 204 | 0.250000 | 14 | 27 | 16.230927 | 0.216667 | 100 | 0.276667 | Melt_family | 10.5 | 378 | 1.166667 | 0.518519 | 14.285714 | 0.539683 |
| 834 | ok112013_2023-03-24_09-56-06-686946 | ok112013 | 2023-03-24 | 09:56:06 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.174719 | 230 | 0.187279 | 14 | 27 | 16.855974 | 0.150000 | 100 | 0.261111 | Melt_family | 10.5 | 378 | 1.166667 | 0.518519 | 14.285714 | 0.608466 |
| 835 | ok112013_2023-03-24_09-56-18-869271 | ok112013 | 2023-03-24 | 09:56:18 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.187675 | 179 | 0.175115 | 11 | 25 | 16.465123 | 0.250000 | 100 | 0.230000 | Melt_family | 10.5 | 275 | 1.166667 | 0.440000 | 14.285714 | 0.650909 |
| 836 | ok112013_2023-03-24_09-56-31-678527 | ok112013 | 2023-03-24 | 09:56:31 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.177661 | 189 | 0.215768 | 12 | 24 | 17.046547 | 0.216667 | 100 | 0.338889 | Melt_family | 10.5 | 288 | 1.166667 | 0.500000 | 14.285714 | 0.656250 |
| 837 | ok112013_2023-03-24_09-56-55-409510 | ok112013 | 2023-03-24 | 09:56:55 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.168433 | 228 | 0.227119 | 14 | 29 | 17.464360 | 0.183333 | 100 | 0.338889 | Melt_family | 10.5 | 406 | 1.166667 | 0.482759 | 14.285714 | 0.561576 |
| 838 | ok112013_2023-03-24_09-57-14-204262 | ok112013 | 2023-03-24 | 09:57:14 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.158667 | 231 | 0.183746 | 12 | 27 | 18.179474 | 0.150000 | 100 | 0.307778 | Melt_family | 10.5 | 324 | 1.166667 | 0.444444 | 14.285714 | 0.712963 |
| 839 | ok112013_2023-03-24_09-57-29-780777 | ok112013 | 2023-03-24 | 09:57:29 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.193271 | 209 | 0.208333 | 13 | 26 | 16.043068 | 0.216667 | 100 | 0.230000 | Melt_family | 10.5 | 338 | 1.166667 | 0.500000 | 14.285714 | 0.618343 |
| 840 | ok112013_2023-03-24_09-57-42-679290 | ok112013 | 2023-03-24 | 09:57:42 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.179210 | 220 | 0.172932 | 16 | 23 | 16.856853 | 0.183333 | 100 | 0.245556 | Melt_family | 10.5 | 368 | 1.166667 | 0.695652 | 14.285714 | 0.597826 |
| 841 | ok112013_2023-03-24_09-58-05-101256 | ok112013 | 2023-03-24 | 09:58:05 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.157903 | 246 | 0.163265 | 14 | 28 | 18.297113 | 0.116667 | 100 | 0.261111 | Melt_family | 10.5 | 392 | 1.166667 | 0.500000 | 14.285714 | 0.627551 |
| 842 | ok112013_2023-03-24_09-58-19-160242 | ok112013 | 2023-03-24 | 09:58:19 | MeltGros | Pacific12 | manual | 3.5 | 3.0 | 1.4 | 0.166844 | 195 | 0.204082 | 13 | 24 | 17.538865 | 0.183333 | 100 | 0.370000 | Melt_family | 10.5 | 312 | 1.166667 | 0.541667 | 14.285714 | 0.625000 |